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by Aachen
446 days ago
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I tried this out like a week ago and I was wondering the same so I tried to upload and... it's definitely uploading crap. I don't know what to tell you but all the clearly square ones I saw have bends on the straight lines It's useful for finding ones that haven't been mapped but not for drawing them. It can get the 4 corners pretty accurate for pools that are square, many are half round at the ends though |
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As disclaimed in the demo and code, the example model was trained only with data from Galicia on a Google Colab. A robust enough models would require more data and compute.
> it's definitely uploading crap.
What was uploaded was what a human approved.
> It's useful for finding ones that haven't been mapped but not for drawing them. It can get the 4 corners pretty accurate for pools that are square, many are half round at the ends though
I couldn't dedicate enough time on the best way to refine the predictions, but happy to hear and discuss any ideas.
Ideas I have are:
- Try an oriented bounding box model instead of detection + segmentation. It will not be useful for not square shapes but will definitely generate more accurate predictions. - Build some sort of https://es.wikipedia.org/wiki/RANSAC that tries to fits rectangles and/or other shapes as an step to postprocess the predicted mask.